{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "tf.logging.set_verbosity(tf.logging.ERROR)\n",
    "import pydensecrf.densecrf as dcrf\n",
    "\n",
    "from pydensecrf.utils import compute_unary, create_pairwise_bilateral, \\\n",
    "    create_pairwise_gaussian, unary_from_softmax\n",
    "\n",
    "import os\n",
    "import skimage.io as io\n",
    "import cv2\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "from tensorflow.keras.models import load_model\n",
    "from models import dice, mean_iou, preprocess_input\n",
    "from utils import add_masks\n",
    "import numpy as np\n",
    "import json\n",
    "from config import labels, hues, n_classes\n",
    "from tensorflow.keras.utils import to_categorical"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_pair(images, titles):\n",
    "  \n",
    "    fig, axes = plt.subplots(nrows=1, ncols=2, sharex=False, sharey=False, figsize=(16,8))\n",
    "    i=0\n",
    "\n",
    "    for y in range(2):\n",
    "        axes[y].set_title(titles[i], size=24)\n",
    "        axes[y].imshow(images[i])\n",
    "        axes[y].get_xaxis().set_visible(False)\n",
    "        axes[y].get_yaxis().set_visible(False)\n",
    "        i+=1\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_poly(annot_path):\n",
    "    # reads in shape_dicts\n",
    "    with open(annot_path) as handle:\n",
    "        data = json.load(handle)\n",
    "\n",
    "    shape_dicts = data['shapes']\n",
    "\n",
    "    return shape_dicts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_multi_masks(im, shape_dicts):\n",
    "    \n",
    "    blank = np.zeros(shape=im.shape, dtype=np.uint8)\n",
    "    \n",
    "    channels = []\n",
    "    cls = [x['label'] for x in shape_dicts]\n",
    "    poly = [np.array(x['points'], dtype=np.int32) for x in shape_dicts]\n",
    "    label2poly = dict(zip(cls, poly))\n",
    "\n",
    "    for i, label in enumerate(labels):\n",
    "        \n",
    "        if label in cls:\n",
    "            cv2.fillPoly(blank, [label2poly[label]], (hues[label], 255, 255))\n",
    "            \n",
    "    return cv2.cvtColor(blank, cv2.COLOR_HSV2RGB)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_multi_masks(im, shape_dicts):\n",
    "    \n",
    "    channels = []\n",
    "    cls = [x['label'] for x in shape_dicts]\n",
    "    poly = [np.array(x['points'], dtype=np.int32) for x in shape_dicts]\n",
    "    label2poly = dict(zip(cls, poly))\n",
    "    background = np.zeros(shape=im.shape, dtype=np.float32)\n",
    "\n",
    "    for i, label in enumerate(labels):\n",
    "        \n",
    "        blank = np.zeros(shape=im.shape, dtype=np.float32)\n",
    "        \n",
    "        if label in cls:\n",
    "            cv2.fillPoly(blank, [label2poly[label]], 255)\n",
    "            cv2.fillPoly(background, [label2poly[label]], 255)\n",
    "            \n",
    "        channels.append(blank)\n",
    "    _, thresh = cv2.threshold(background, 127, 255, cv2.THRESH_BINARY_INV)\n",
    "    channels.append(thresh)\n",
    "\n",
    "    Y = np.stack(channels, axis=2)\n",
    "    return Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = load_model(os.path.join('models', 'fcn_8.model'),\n",
    "                   custom_objects={'dice': dice, 'mean_iou': mean_iou})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256 at 0x7FE2925687F0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "im_path = os.path.join('logs', '0.jpg')\n",
    "im = cv2.imread(im_path, 1)\n",
    "im_gray = cv2.imread(im_path, 0)\n",
    "im_rgb = cv2.cvtColor(im, cv2.COLOR_BGR2RGB)\n",
    "display(Image.fromarray(im_rgb))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "im = np.expand_dims(im_rgb, axis=0)\n",
    "im_softmax = model.predict(im)\n",
    "im_pred = np.squeeze(im_softmax) * 255.0\n",
    "im_mask = add_masks(im_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "ann_path = os.path.join('annotated', '0.json')\n",
    "shape_dicts = get_poly(ann_path)\n",
    "im_true = draw_multi_masks(im_rgb, shape_dicts)\n",
    "true_mask = create_multi_masks(im_gray, shape_dicts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pair([im_true, im_mask], ['True Mask', 'Predicted Mask'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(256, 256, 5)\n"
     ]
    }
   ],
   "source": [
    "im_softmax = im_softmax.squeeze()\n",
    "print(im_softmax.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CRF Mask\n",
    "\n",
    "https://github.com/lucasb-eyer/pydensecrf/blob/master/examples/inference.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5, 65536)\n",
      "(256, 256)\n"
     ]
    }
   ],
   "source": [
    "feat_first = im_softmax.transpose((2, 0, 1)).reshape((n_classes,-1))\n",
    "print(feat_first.shape)\n",
    "unary = unary_from_softmax(feat_first)\n",
    "unary = np.ascontiguousarray(unary)\n",
    "\n",
    "d = dcrf.DenseCRF2D(im_rgb.shape[1], im_rgb.shape[0], n_classes)\n",
    "\n",
    "d.setUnaryEnergy(unary)\n",
    "d.addPairwiseGaussian(sxy=(5, 5), compat=3, kernel=dcrf.DIAG_KERNEL,\n",
    "                          normalization=dcrf.NORMALIZE_SYMMETRIC)\n",
    "\n",
    "# This adds the color-dependent term, i.e. features are (x,y,r,g,b).\n",
    "d.addPairwiseBilateral(sxy=(5, 5), srgb=(13, 13, 13), rgbim=im_rgb,\n",
    "                       compat=10,\n",
    "                       kernel=dcrf.DIAG_KERNEL,\n",
    "                       normalization=dcrf.NORMALIZE_SYMMETRIC)\n",
    "Q = d.inference(5)\n",
    "res = np.argmax(Q, axis=0).reshape((im_rgb.shape[0], im_rgb.shape[1]))\n",
    "print(res.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 3 4]\n",
      "(256, 256, 5)\n"
     ]
    }
   ],
   "source": [
    "print(np.unique(res))\n",
    "res_hot = to_categorical(res) * 255.0\n",
    "print(res_hot.shape)\n",
    "res_crf = add_masks(res_hot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pair([im_mask, res_crf], ['Predicted Mask', 'CRF Mask'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Performance Metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_true = np.argmax(true_mask, axis=2)\n",
    "y_pred = np.argmax(im_softmax, axis=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IOU Softmax Mask:  0.9894650610305562\n"
     ]
    }
   ],
   "source": [
    "intersection = np.logical_and(y_true, y_pred)\n",
    "union = np.logical_or(y_true, y_pred)\n",
    "iou_score = np.sum(intersection) / np.sum(union)\n",
    "\n",
    "print('IOU Softmax Mask: ', iou_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IOU CRF Mask:  0.9957172393423255\n"
     ]
    }
   ],
   "source": [
    "intersection = np.logical_and(y_true, res)\n",
    "union = np.logical_or(y_true, res)\n",
    "iou_score = np.sum(intersection) / np.sum(union)\n",
    "\n",
    "print('IOU CRF Mask: ', iou_score)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "shapes",
   "language": "python",
   "name": "shapes"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
